Diabetes data Profiling Report

Dataset statistics

Number of variables	44
Number of observations	53216
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	105.2 MiB
Average record size in memory	2.0 KiB

Variable types

CAT	32
NUM	11
BOOL	1

Warnings

`glimepiride-pioglitazone` has constant value "53216"	Constant
`medical_specialty` has a high cardinality: 68 distinct values	High cardinality
`diag_1` has a high cardinality: 671 distinct values	High cardinality
`diag_2` has a high cardinality: 697 distinct values	High cardinality
`diag_3` has a high cardinality: 724 distinct values	High cardinality
`number_emergency` is highly skewed (γ1 = 27.22616943)	Skewed
`num_procedures` has 22882 (43.0%) zeros	Zeros
`number_outpatient` has 46621 (87.6%) zeros	Zeros
`number_emergency` has 49784 (93.6%) zeros	Zeros
`number_inpatient` has 47199 (88.7%) zeros	Zeros

Reproduction

Analysis started	2020-09-13 00:02:14.125044
Analysis finished	2020-09-13 00:02:37.853715
Duration	23.73 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

race
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

Caucasian	41354
AfricanAmerican	9295
Hispanic	1204
Other	946
Asian	417

Value	Count	Frequency (%)
Caucasian	41354	77.7%
AfricanAmerican	9295	17.5%
Hispanic	1204	2.3%
Other	946	1.8%
Asian	417	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	9
Mean length	9.922917919
Min length	5

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	144273	27.3%
i	62769	11.9%
n	61565	11.7%
c	61148	11.6%
s	42975	8.1%
C	41354	7.8%
u	41354	7.8%
r	19536	3.7%
A	19007	3.6%
e	10241	1.9%
f	9295	1.8%
m	9295	1.8%
H	1204	0.2%
p	1204	0.2%
O	946	0.2%
t	946	0.2%
h	946	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	465547	88.2%
Uppercase Letter	62511	11.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	41354	66.2%
A	19007	30.4%
H	1204	1.9%
O	946	1.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	144273	31.0%
i	62769	13.5%
n	61565	13.2%
c	61148	13.1%
s	42975	9.2%
u	41354	8.9%
r	19536	4.2%
e	10241	2.2%
f	9295	2.0%
m	9295	2.0%
p	1204	0.3%
t	946	0.2%
h	946	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	528058	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
a	144273	27.3%
i	62769	11.9%
n	61565	11.7%
c	61148	11.6%
s	42975	8.1%
C	41354	7.8%
u	41354	7.8%
r	19536	3.7%
A	19007	3.6%
e	10241	1.9%
f	9295	1.8%
m	9295	1.8%
H	1204	0.2%
p	1204	0.2%
O	946	0.2%
t	946	0.2%
h	946	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	528058	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	144273	27.3%
i	62769	11.9%
n	61565	11.7%
c	61148	11.6%
s	42975	8.1%
C	41354	7.8%
u	41354	7.8%
r	19536	3.7%
A	19007	3.6%
e	10241	1.9%
f	9295	1.8%
m	9295	1.8%
H	1204	0.2%
p	1204	0.2%
O	946	0.2%
t	946	0.2%
h	946	0.2%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

Female	28040
Male	25176

Value	Count	Frequency (%)
Female	28040	52.7%
Male	25176	47.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.0538184
Min length	4

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	81256	30.2%
a	53216	19.8%
l	53216	19.8%
F	28040	10.4%
m	28040	10.4%
M	25176	9.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	215728	80.2%
Uppercase Letter	53216	19.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	28040	52.7%
M	25176	47.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	81256	37.7%
a	53216	24.7%
l	53216	24.7%
m	28040	13.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	268944	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	81256	30.2%
a	53216	19.8%
l	53216	19.8%
F	28040	10.4%
m	28040	10.4%
M	25176	9.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	268944	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	81256	30.2%
a	53216	19.8%
l	53216	19.8%
F	28040	10.4%
m	28040	10.4%
M	25176	9.4%

age
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

[70-80)	13156
[60-70)	12037
[50-60)	9631
[80-90)	8093
[40-50)	5319
Other values (5)	4980

Value	Count	Frequency (%)
[70-80)	13156	24.7%
[60-70)	12037	22.6%
[50-60)	9631	18.1%
[80-90)	8093	15.2%
[40-50)	5319	10.0%
[30-40)	2135	4.0%
[90-100)	1363	2.6%
[20-30)	893	1.7%
[10-20)	444	0.8%
[0-10)	145	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	7
Mean length	7.022887853
Min length	6

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	4 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	107795	28.8%
[	53216	14.2%
-	53216	14.2%
)	53216	14.2%
7	25193	6.7%
6	21668	5.8%
8	21249	5.7%
5	14950	4.0%
9	9456	2.5%
4	7454	2.0%
3	3028	0.8%
1	1952	0.5%
2	1337	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	214082	57.3%
Open Punctuation	53216	14.2%
Dash Punctuation	53216	14.2%
Close Punctuation	53216	14.2%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
[	53216	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	107795	50.4%
7	25193	11.8%
6	21668	10.1%
8	21249	9.9%
5	14950	7.0%
9	9456	4.4%
4	7454	3.5%
3	3028	1.4%
1	1952	0.9%
2	1337	0.6%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	53216	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	53216	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	373730	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	107795	28.8%
[	53216	14.2%
-	53216	14.2%
)	53216	14.2%
7	25193	6.7%
6	21668	5.8%
8	21249	5.7%
5	14950	4.0%
9	9456	2.5%
4	7454	2.0%
3	3028	0.8%
1	1952	0.5%
2	1337	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	373730	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	107795	28.8%
[	53216	14.2%
-	53216	14.2%
)	53216	14.2%
7	25193	6.7%
6	21668	5.8%
8	21249	5.7%
5	14950	4.0%
9	9456	2.5%
4	7454	2.0%
3	3028	0.8%
1	1952	0.5%
2	1337	0.4%

admission_type_id
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.128626729
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.529284745
Coefficient of variation (CV)	0.7184372553
Kurtosis	1.681111817
Mean	2.128626729
Median Absolute Deviation (MAD)	1
Skewness	1.526199488
Sum	113277
Variance	2.33871183
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	26593	50.0%
3	10837	20.4%
2	9784	18.4%
6	3734	7.0%
5	1965	3.7%
8	279	0.5%
7	16	< 0.1%
4	8	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	26593	50.0%
2	9784	18.4%
3	10837	20.4%
4	8	< 0.1%
5	1965	3.7%
6	3734	7.0%
7	16	< 0.1%
8	279	0.5%

Value	Count	Frequency (%)
8	279	0.5%
7	16	< 0.1%
6	3734	7.0%
5	1965	3.7%
4	8	< 0.1%
3	10837	20.4%
2	9784	18.4%
1	26593	50.0%

discharge_disposition_id
Real number (ℝ_≥0)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.233012628
Minimum	1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	18
Maximum	28
Range	27
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.948504232
Coefficient of variation (CV)	1.530617044
Kurtosis	8.464630929
Mean	3.233012628
Median Absolute Deviation (MAD)	0
Skewness	2.991457699
Sum	172048
Variance	24.48769414
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	34707	65.2%
3	6312	11.9%
6	6076	11.4%
18	1781	3.3%
2	1157	2.2%
22	943	1.8%
5	678	1.3%
25	482	0.9%
4	395	0.7%
7	313	0.6%
23	203	0.4%
8	52	0.1%
28	48	0.1%
15	23	< 0.1%
24	21	< 0.1%
9	8	< 0.1%
10	6	< 0.1%
17	5	< 0.1%
27	3	< 0.1%
16	2	< 0.1%
12	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	34707	65.2%
2	1157	2.2%
3	6312	11.9%
4	395	0.7%
5	678	1.3%
6	6076	11.4%
7	313	0.6%
8	52	0.1%
9	8	< 0.1%
10	6	< 0.1%

Value	Count	Frequency (%)
28	48	0.1%
27	3	< 0.1%
25	482	0.9%
24	21	< 0.1%
23	203	0.4%
22	943	1.8%
18	1781	3.3%
17	5	< 0.1%
16	2	< 0.1%
15	23	< 0.1%

admission_source_id
Real number (ℝ_≥0)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.601792694
Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	7
95-th percentile	17
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.200107355
Coefficient of variation (CV)	0.7497791483
Kurtosis	1.631310767
Mean	5.601792694
Median Absolute Deviation (MAD)	0
Skewness	1.097455438
Sum	298105
Variance	17.64090179
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7	27586	51.8%
1	16758	31.5%
17	3721	7.0%
4	2173	4.1%
6	1472	2.8%
2	782	1.5%
5	402	0.8%
20	130	0.2%
3	87	0.2%
9	81	0.2%
8	9	< 0.1%
10	6	< 0.1%
22	3	< 0.1%
14	2	< 0.1%
25	2	< 0.1%
11	1	< 0.1%
13	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	16758	31.5%
2	782	1.5%
3	87	0.2%
4	2173	4.1%
5	402	0.8%
6	1472	2.8%
7	27586	51.8%
8	9	< 0.1%
9	81	0.2%
10	6	< 0.1%

Value	Count	Frequency (%)
25	2	< 0.1%
22	3	< 0.1%
20	130	0.2%
17	3721	7.0%
14	2	< 0.1%
13	1	< 0.1%
11	1	< 0.1%
10	6	< 0.1%
9	81	0.2%
8	9	< 0.1%

time_in_hospital
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.196144017
Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	6
95-th percentile	10
Maximum	14
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.915286278
Coefficient of variation (CV)	0.6947536278
Kurtosis	1.126059328
Mean	4.196144017
Median Absolute Deviation (MAD)	2
Skewness	1.215478421
Sum	223302
Variance	8.498894085
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	9570	18.0%
2	9451	17.8%
1	8390	15.8%
4	7084	13.3%
5	5001	9.4%
6	3747	7.0%
7	2848	5.4%
8	2066	3.9%
9	1376	2.6%
10	1093	2.1%
11	893	1.7%
12	654	1.2%
13	574	1.1%
14	469	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8390	15.8%
2	9451	17.8%
3	9570	18.0%
4	7084	13.3%
5	5001	9.4%
6	3747	7.0%
7	2848	5.4%
8	2066	3.9%
9	1376	2.6%
10	1093	2.1%

Value	Count	Frequency (%)
14	469	0.9%
13	574	1.1%
12	654	1.2%
11	893	1.7%
10	1093	2.1%
9	1376	2.6%
8	2066	3.9%
7	2848	5.4%
6	3747	7.0%
5	5001	9.4%

medical_specialty
Categorical

HIGH CARDINALITY

Distinct	68
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

Unknow	25171
InternalMedicine	8535
Family/GeneralPractice	3661
Cardiology	3406
Emergency/Trauma	2885
Other values (63)	9558

Common Values
Overview

Value	Count	Frequency (%)
Unknow	25171	47.3%
InternalMedicine	8535	16.0%
Family/GeneralPractice	3661	6.9%
Cardiology	3406	6.4%
Emergency/Trauma	2885	5.4%
Surgery-General	1759	3.3%
Orthopedics-Reconstructive	914	1.7%
Orthopedics	873	1.6%
Radiologist	611	1.1%
ObstetricsandGynecology	532	1.0%
Pulmonology	509	1.0%
Nephrology	483	0.9%
Psychiatry	472	0.9%
Urology	418	0.8%
Surgery-Cardiovascular/Thoracic	392	0.7%
Surgery-Neuro	359	0.7%
Gastroenterology	277	0.5%
Surgery-Vascular	265	0.5%
Pediatrics	163	0.3%
PhysicalMedicineandRehabilitation	149	0.3%
Oncology	146	0.3%
Neurology	140	0.3%
Pediatrics-Endocrinology	137	0.3%
Otolaryngology	94	0.2%
Surgery-Thoracic	83	0.2%
Other values (43)	782	1.5%

Frequencies of value counts

Unique

Unique	7 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	36
Median length	10
Mean length	11.22600346
Min length	6

Overview of Unicode Properties

Unique unicode characters	43
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	88430	14.8%
e	56434	9.4%
o	45076	7.5%
r	41085	6.9%
a	36360	6.1%
i	36031	6.0%
c	27067	4.5%
l	26700	4.5%
U	25589	4.3%
k	25171	4.2%
w	25171	4.2%
t	19813	3.3%
y	18039	3.0%
d	16349	2.7%
g	13240	2.2%
m	10083	1.7%
M	8701	1.5%
u	8638	1.4%
I	8563	1.4%
/	7007	1.2%
s	6744	1.1%
G	6308	1.1%
P	5306	0.9%
-	4146	0.7%
C	4012	0.7%
Other values (18)	27340	4.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	508658	85.1%
Uppercase Letter	77571	13.0%
Other Punctuation	7028	1.2%
Dash Punctuation	4146	0.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
U	25589	33.0%
M	8701	11.2%
I	8563	11.0%
G	6308	8.1%
P	5306	6.8%
C	4012	5.2%
F	3667	4.7%
T	3363	4.3%
E	3112	4.0%
S	3065	4.0%
O	2740	3.5%
R	1717	2.2%
N	993	1.3%
V	265	0.3%
H	109	0.1%
A	32	< 0.1%
D	29	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	88430	17.4%
e	56434	11.1%
o	45076	8.9%
r	41085	8.1%
a	36360	7.1%
i	36031	7.1%
c	27067	5.3%
l	26700	5.2%
k	25171	4.9%
w	25171	4.9%
t	19813	3.9%
y	18039	3.5%
d	16349	3.2%
g	13240	2.6%
m	10083	2.0%
u	8638	1.7%
s	6744	1.3%
h	3703	0.7%
p	2381	0.5%
v	1392	0.3%
b	716	0.1%
f	29	< 0.1%
x	6	< 0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	4146	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
/	7007	99.7%
&	21	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	586229	98.1%
Common	11174	1.9%

Most frequent Latin characters

Value	Count	Frequency (%)
n	88430	15.1%
e	56434	9.6%
o	45076	7.7%
r	41085	7.0%
a	36360	6.2%
i	36031	6.1%
c	27067	4.6%
l	26700	4.6%
U	25589	4.4%
k	25171	4.3%
w	25171	4.3%
t	19813	3.4%
y	18039	3.1%
d	16349	2.8%
g	13240	2.3%
m	10083	1.7%
M	8701	1.5%
u	8638	1.5%
I	8563	1.5%
s	6744	1.2%
G	6308	1.1%
P	5306	0.9%
C	4012	0.7%
h	3703	0.6%
F	3667	0.6%
Other values (15)	19949	3.4%

Most frequent Common characters

Value	Count	Frequency (%)
/	7007	62.7%
-	4146	37.1%
&	21	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	597403	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	88430	14.8%
e	56434	9.4%
o	45076	7.5%
r	41085	6.9%
a	36360	6.1%
i	36031	6.0%
c	27067	4.5%
l	26700	4.5%
U	25589	4.3%
k	25171	4.2%
w	25171	4.2%
t	19813	3.3%
y	18039	3.0%
d	16349	2.7%
g	13240	2.2%
m	10083	1.7%
M	8701	1.5%
u	8638	1.4%
I	8563	1.4%
/	7007	1.2%
s	6744	1.1%
G	6308	1.1%
P	5306	0.9%
-	4146	0.7%
C	4012	0.7%
Other values (18)	27340	4.6%

num_lab_procedures
Real number (ℝ_≥0)

Distinct	115
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43.12973542
Minimum	1
Maximum	121
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	31
median	44
Q3	57
95-th percentile	74
Maximum	121
Range	120
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.93800422
Coefficient of variation (CV)	0.4622797711
Kurtosis	-0.2967056405
Mean	43.12973542
Median Absolute Deviation (MAD)	13
Skewness	-0.219676608
Sum	2295192
Variance	397.5240122
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1662	3.1%
43	1359	2.6%
44	1250	2.3%
45	1187	2.2%
38	1170	2.2%
47	1148	2.2%
46	1146	2.2%
40	1130	2.1%
37	1087	2.0%
41	1073	2.0%
48	1060	2.0%
39	1058	2.0%
42	1043	2.0%
49	1019	1.9%
51	1007	1.9%
50	1007	1.9%
55	982	1.8%
35	969	1.8%
36	964	1.8%
54	956	1.8%
56	938	1.8%
53	933	1.8%
52	912	1.7%
57	903	1.7%
58	879	1.7%
Other values (90)	26374	49.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1662	3.1%
2	568	1.1%
3	383	0.7%
4	234	0.4%
5	164	0.3%
6	156	0.3%
7	196	0.4%
8	173	0.3%
9	509	1.0%
10	452	0.8%

Value	Count	Frequency (%)
121	1	< 0.1%
120	1	< 0.1%
118	1	< 0.1%
114	1	< 0.1%
113	2	< 0.1%
111	2	< 0.1%
109	1	< 0.1%
108	3	< 0.1%
107	1	< 0.1%
106	4	< 0.1%

num_procedures
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.460331479
Minimum	0
Maximum	6
Zeros	22882
Zeros (%)	43.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.768794512
Coefficient of variation (CV)	1.211228093
Kurtosis	0.470195194
Mean	1.460331479
Median Absolute Deviation (MAD)	1
Skewness	1.194358286
Sum	77713
Variance	3.128634027
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	22882	43.0%
1	10697	20.1%
2	6971	13.1%
3	5503	10.3%
6	3022	5.7%
4	2272	4.3%
5	1869	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22882	43.0%
1	10697	20.1%
2	6971	13.1%
3	5503	10.3%
4	2272	4.3%
5	1869	3.5%
6	3022	5.7%

Value	Count	Frequency (%)
6	3022	5.7%
5	1869	3.5%
4	2272	4.3%
3	5503	10.3%
2	6971	13.1%
1	10697	20.1%
0	22882	43.0%

num_medications
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.57514657
Minimum	1
Maximum	81
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	10
median	14
Q3	20
95-th percentile	31
Maximum	81
Range	80
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.390698654
Coefficient of variation (CV)	0.5387235757
Kurtosis	3.766971434
Mean	15.57514657
Median Absolute Deviation (MAD)	5
Skewness	1.444972846
Sum	828847
Variance	70.4038239
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	3200	6.0%
13	3156	5.9%
11	3040	5.7%
10	2990	5.6%
14	2953	5.5%
15	2930	5.5%
9	2777	5.2%
16	2710	5.1%
8	2516	4.7%
17	2450	4.6%
18	2151	4.0%
7	2067	3.9%
19	1965	3.7%
20	1760	3.3%
6	1671	3.1%
21	1483	2.8%
22	1347	2.5%
5	1288	2.4%
23	1164	2.2%
24	946	1.8%
25	926	1.7%
4	923	1.7%
26	778	1.5%
27	680	1.3%
3	593	1.1%
Other values (48)	4752	8.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	181	0.3%
2	325	0.6%
3	593	1.1%
4	923	1.7%
5	1288	2.4%
6	1671	3.1%
7	2067	3.9%
8	2516	4.7%
9	2777	5.2%
10	2990	5.6%

Value	Count	Frequency (%)
81	1	< 0.1%
79	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
69	2	< 0.1%
68	2	< 0.1%
67	1	< 0.1%
66	4	< 0.1%
65	8	< 0.1%
64	5	< 0.1%

number_outpatient
Real number (ℝ_≥0)

ZEROS

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2658223091
Minimum	0
Maximum	36
Zeros	46621
Zeros (%)	87.6%
Memory size	415.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.019399149
Coefficient of variation (CV)	3.834889374
Kurtosis	163.6847484
Mean	0.2658223091
Median Absolute Deviation (MAD)	0
Skewness	9.167709296
Sum	14146
Variance	1.039174624
Monotocity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	46621	87.6%
1	3422	6.4%
2	1430	2.7%
3	820	1.5%
4	427	0.8%
5	203	0.4%
6	92	0.2%
7	46	0.1%
8	45	0.1%
9	27	0.1%
10	16	< 0.1%
11	13	< 0.1%
12	10	< 0.1%
13	8	< 0.1%
15	8	< 0.1%
14	6	< 0.1%
16	5	< 0.1%
17	4	< 0.1%
18	2	< 0.1%
20	2	< 0.1%
22	1	< 0.1%
25	1	< 0.1%
33	1	< 0.1%
24	1	< 0.1%
19	1	< 0.1%
Other values (4)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46621	87.6%
1	3422	6.4%
2	1430	2.7%
3	820	1.5%
4	427	0.8%
5	203	0.4%
6	92	0.2%
7	46	0.1%
8	45	0.1%
9	27	0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
35	1	< 0.1%
33	1	< 0.1%
29	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
22	1	< 0.1%
20	2	< 0.1%
19	1	< 0.1%

number_emergency
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09061184606
Minimum	0
Maximum	42
Zeros	49784
Zeros (%)	93.6%
Memory size	415.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4967822738
Coefficient of variation (CV)	5.482531208
Kurtosis	1741.964029
Mean	0.09061184606
Median Absolute Deviation (MAD)	0
Skewness	27.22616943
Sum	4822
Variance	0.2467926276
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	49784	93.6%
1	2671	5.0%
2	495	0.9%
3	154	0.3%
4	49	0.1%
5	22	< 0.1%
6	18	< 0.1%
8	6	< 0.1%
7	5	< 0.1%
10	4	< 0.1%
9	3	< 0.1%
25	1	< 0.1%
20	1	< 0.1%
11	1	< 0.1%
42	1	< 0.1%
37	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49784	93.6%
1	2671	5.0%
2	495	0.9%
3	154	0.3%
4	49	0.1%
5	22	< 0.1%
6	18	< 0.1%
7	5	< 0.1%
8	6	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
42	1	< 0.1%
37	1	< 0.1%
25	1	< 0.1%
20	1	< 0.1%
11	1	< 0.1%
10	4	< 0.1%
9	3	< 0.1%
8	6	< 0.1%
7	5	< 0.1%
6	18	< 0.1%

number_inpatient
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1696482261
Minimum	0
Maximum	12
Zeros	47199
Zeros (%)	88.7%
Memory size	415.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	12
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5882180591
Coefficient of variation (CV)	3.46728093
Kurtosis	50.67286468
Mean	0.1696482261
Median Absolute Deviation (MAD)	0
Skewness	5.711601936
Sum	9028
Variance	0.3460004851
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	47199	88.7%
1	4248	8.0%
2	1115	2.1%
3	353	0.7%
4	167	0.3%
5	62	0.1%
6	39	0.1%
7	11	< 0.1%
8	10	< 0.1%
10	4	< 0.1%
9	4	< 0.1%
12	2	< 0.1%
11	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47199	88.7%
1	4248	8.0%
2	1115	2.1%
3	353	0.7%
4	167	0.3%
5	62	0.1%
6	39	0.1%
7	11	< 0.1%
8	10	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
12	2	< 0.1%
11	2	< 0.1%
10	4	< 0.1%
9	4	< 0.1%
8	10	< 0.1%
7	11	< 0.1%
6	39	0.1%
5	62	0.1%
4	167	0.3%
3	353	0.7%

diag_1
Categorical

HIGH CARDINALITY

Distinct	671
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

414	4102
428	2554
786	2381
410	2169
486	1704
Other values (666)	40306

Common Values
Overview

Value	Count	Frequency (%)
414	4102	7.7%
428	2554	4.8%
786	2381	4.5%
410	2169	4.1%
486	1704	3.2%
427	1595	3.0%
715	1582	3.0%
434	1108	2.1%
682	1094	2.1%
780	1066	2.0%
491	906	1.7%
276	840	1.6%
996	835	1.6%
250.8	777	1.5%
38	749	1.4%
599	712	1.3%
584	685	1.3%
574	612	1.2%
820	605	1.1%
435	580	1.1%
722	560	1.1%
562	543	1.0%
V57	536	1.0%
577	511	1.0%
296	502	0.9%
Other values (646)	23908	44.9%

Frequencies of value counts

Unique

Unique	98 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.165175887
Min length	1

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
4	29659	17.6%
2	20555	12.2%
5	19191	11.4%
8	18676	11.1%
1	16099	9.6%
7	15664	9.3%
0	13056	7.8%
6	12268	7.3%
9	9268	5.5%
3	9226	5.5%
.	4042	2.4%
V	733	0.4%
E	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	163662	97.2%
Other Punctuation	4042	2.4%
Uppercase Letter	734	0.4%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
4	29659	18.1%
2	20555	12.6%
5	19191	11.7%
8	18676	11.4%
1	16099	9.8%
7	15664	9.6%
0	13056	8.0%
6	12268	7.5%
9	9268	5.7%
3	9226	5.6%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	4042	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
V	733	99.9%
E	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	167704	99.6%
Latin	734	0.4%

Most frequent Common characters

Value	Count	Frequency (%)
4	29659	17.7%
2	20555	12.3%
5	19191	11.4%
8	18676	11.1%
1	16099	9.6%
7	15664	9.3%
0	13056	7.8%
6	12268	7.3%
9	9268	5.5%
3	9226	5.5%
.	4042	2.4%

Most frequent Latin characters

Value	Count	Frequency (%)
V	733	99.9%
E	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	168438	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
4	29659	17.6%
2	20555	12.2%
5	19191	11.4%
8	18676	11.1%
1	16099	9.6%
7	15664	9.3%
0	13056	7.8%
6	12268	7.3%
9	9268	5.5%
3	9226	5.5%
.	4042	2.4%
V	733	0.4%
E	1	< 0.1%

diag_2
Categorical

HIGH CARDINALITY

Distinct	697
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

250	4120
276	3317
428	3014
427	2560
401	2548
Other values (692)	37657

Common Values
Overview

Value	Count	Frequency (%)
250	4120	7.7%
276	3317	6.2%
428	3014	5.7%
427	2560	4.8%
401	2548	4.8%
599	1658	3.1%
411	1595	3.0%
414	1583	3.0%
496	1569	2.9%
250.02	1125	2.1%
403	1033	1.9%
250.01	865	1.6%
285	858	1.6%
707	802	1.5%
780	769	1.4%
584	761	1.4%
682	663	1.2%
585	658	1.2%
486	636	1.2%
413	635	1.2%
425	632	1.2%
424	628	1.2%
518	605	1.1%
491	601	1.1%
493	465	0.9%
Other values (672)	19516	36.7%

Frequencies of value counts

Unique

Unique	132 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.180753909
Min length	1

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	26697	15.8%
4	26609	15.7%
5	20025	11.8%
0	18818	11.1%
1	14839	8.8%
7	14532	8.6%
8	14273	8.4%
9	11259	6.7%
6	10178	6.0%
3	7053	4.2%
.	3559	2.1%
V	959	0.6%
E	466	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	164283	97.1%
Other Punctuation	3559	2.1%
Uppercase Letter	1425	0.8%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	26697	16.3%
4	26609	16.2%
5	20025	12.2%
0	18818	11.5%
1	14839	9.0%
7	14532	8.8%
8	14273	8.7%
9	11259	6.9%
6	10178	6.2%
3	7053	4.3%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	3559	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
V	959	67.3%
E	466	32.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	167842	99.2%
Latin	1425	0.8%

Most frequent Common characters

Value	Count	Frequency (%)
2	26697	15.9%
4	26609	15.9%
5	20025	11.9%
0	18818	11.2%
1	14839	8.8%
7	14532	8.7%
8	14273	8.5%
9	11259	6.7%
6	10178	6.1%
3	7053	4.2%
.	3559	2.1%

Most frequent Latin characters

Value	Count	Frequency (%)
V	959	67.3%
E	466	32.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	169267	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	26697	15.8%
4	26609	15.7%
5	20025	11.8%
0	18818	11.1%
1	14839	8.8%
7	14532	8.6%
8	14273	8.4%
9	11259	6.7%
6	10178	6.0%
3	7053	4.2%
.	3559	2.1%
V	959	0.6%
E	466	0.3%

diag_3
Categorical

HIGH CARDINALITY

Distinct	724
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

250	7578
401	5268
276	2552
414	2035
427	1927
Other values (719)	33856

Common Values
Overview

Value	Count	Frequency (%)
250	7578	14.2%
401	5268	9.9%
276	2552	4.8%
414	2035	3.8%
427	1927	3.6%
428	1918	3.6%
272	1350	2.5%
496	1103	2.1%
599	921	1.7%
403	863	1.6%
250.02	691	1.3%
780	666	1.3%
285	658	1.2%
585	642	1.2%
V45	634	1.2%
424	599	1.1%
305	553	1.0%
250.01	535	1.0%
707	531	1.0%
425	517	1.0%
278	447	0.8%
250.6	442	0.8%
41	423	0.8%
584	415	0.8%
682	386	0.7%
Other values (699)	19562	36.8%

Frequencies of value counts

Unique

Unique	119 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.136556675
Min length	1

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	28214	16.9%
4	25544	15.3%
0	22706	13.6%
5	21740	13.0%
1	14090	8.4%
7	13653	8.2%
8	11537	6.9%
9	8674	5.2%
6	8099	4.9%
3	7163	4.3%
.	2759	1.7%
V	1987	1.2%
E	749	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	161420	96.7%
Other Punctuation	2759	1.7%
Uppercase Letter	2736	1.6%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	28214	17.5%
4	25544	15.8%
0	22706	14.1%
5	21740	13.5%
1	14090	8.7%
7	13653	8.5%
8	11537	7.1%
9	8674	5.4%
6	8099	5.0%
3	7163	4.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	2759	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
V	1987	72.6%
E	749	27.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	164179	98.4%
Latin	2736	1.6%

Most frequent Common characters

Value	Count	Frequency (%)
2	28214	17.2%
4	25544	15.6%
0	22706	13.8%
5	21740	13.2%
1	14090	8.6%
7	13653	8.3%
8	11537	7.0%
9	8674	5.3%
6	8099	4.9%
3	7163	4.4%
.	2759	1.7%

Most frequent Latin characters

Value	Count	Frequency (%)
V	1987	72.6%
E	749	27.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	166915	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	28214	16.9%
4	25544	15.3%
0	22706	13.6%
5	21740	13.0%
1	14090	8.4%
7	13653	8.2%
8	11537	6.9%
9	8674	5.2%
6	8099	4.9%
3	7163	4.3%
.	2759	1.7%
V	1987	1.2%
E	749	0.4%

number_diagnoses
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.153337342
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	415.9 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	5
median	8
Q3	9
95-th percentile	9
Maximum	16
Range	15
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.030467766
Coefficient of variation (CV)	0.283849016
Kurtosis	-0.4380369826
Mean	7.153337342
Median Absolute Deviation (MAD)	1
Skewness	-0.6735148769
Sum	380672
Variance	4.122799348
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	22661	42.6%
5	7068	13.3%
6	5895	11.1%
7	5652	10.6%
8	5515	10.4%
4	3542	6.7%
3	1920	3.6%
2	734	1.4%
1	176	0.3%
16	26	< 0.1%
13	8	< 0.1%
15	5	< 0.1%
11	4	< 0.1%
10	4	< 0.1%
14	3	< 0.1%
12	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	176	0.3%
2	734	1.4%
3	1920	3.6%
4	3542	6.7%
5	7068	13.3%
6	5895	11.1%
7	5652	10.6%
8	5515	10.4%
9	22661	42.6%
10	4	< 0.1%

Value	Count	Frequency (%)
16	26	< 0.1%
15	5	< 0.1%
14	3	< 0.1%
13	8	< 0.1%
12	3	< 0.1%
11	4	< 0.1%
10	4	< 0.1%
9	22661	42.6%
8	5515	10.4%
7	5652	10.6%

max_glu_serum
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

None	50853
Norm	1231
>200	675
>300	457

Value	Count	Frequency (%)
None	50853	95.6%
Norm	1231	2.3%
>200	675	1.3%
>300	457	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	52084	24.5%
o	52084	24.5%
n	50853	23.9%
e	50853	23.9%
0	2264	1.1%
r	1231	0.6%
m	1231	0.6%
>	1132	0.5%
2	675	0.3%
3	457	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	156252	73.4%
Uppercase Letter	52084	24.5%
Decimal Number	3396	1.6%
Math Symbol	1132	0.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	52084	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	52084	33.3%
n	50853	32.5%
e	50853	32.5%
r	1231	0.8%
m	1231	0.8%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	1132	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	2264	66.7%
2	675	19.9%
3	457	13.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	208336	97.9%
Common	4528	2.1%

Most frequent Latin characters

Value	Count	Frequency (%)
N	52084	25.0%
o	52084	25.0%
n	50853	24.4%
e	50853	24.4%
r	1231	0.6%
m	1231	0.6%

Most frequent Common characters

Value	Count	Frequency (%)
0	2264	50.0%
>	1132	25.0%
2	675	14.9%
3	457	10.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	212864	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	52084	24.5%
o	52084	24.5%
n	50853	23.9%
e	50853	23.9%
0	2264	1.1%
r	1231	0.6%
m	1231	0.6%
>	1132	0.5%
2	675	0.3%
3	457	0.2%

A1Cresult
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

None	43216
>8	4797
Norm	2974
>7	2229

Value	Count	Frequency (%)
None	43216	81.2%
>8	4797	9.0%
Norm	2974	5.6%
>7	2229	4.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	3.735944077
Min length	2

Overview of Unicode Properties

Unique unicode characters	9
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	46190	23.2%
o	46190	23.2%
n	43216	21.7%
e	43216	21.7%
>	7026	3.5%
8	4797	2.4%
r	2974	1.5%
m	2974	1.5%
7	2229	1.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	138570	69.7%
Uppercase Letter	46190	23.2%
Math Symbol	7026	3.5%
Decimal Number	7026	3.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	46190	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	46190	33.3%
n	43216	31.2%
e	43216	31.2%
r	2974	2.1%
m	2974	2.1%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	7026	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
8	4797	68.3%
7	2229	31.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	184760	92.9%
Common	14052	7.1%

Most frequent Latin characters

Value	Count	Frequency (%)
N	46190	25.0%
o	46190	25.0%
n	43216	23.4%
e	43216	23.4%
r	2974	1.6%
m	2974	1.6%

Most frequent Common characters

Value	Count	Frequency (%)
>	7026	50.0%
8	4797	34.1%
7	2229	15.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	198812	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	46190	23.2%
o	46190	23.2%
n	43216	21.7%
e	43216	21.7%
>	7026	3.5%
8	4797	2.4%
r	2974	1.5%
m	2974	1.5%
7	2229	1.1%

metformin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	41657
Steady	10555
Up	657
Down	347

Value	Count	Frequency (%)
No	41657	78.3%
Steady	10555	19.8%
Up	657	1.2%
Down	347	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.806411606
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	42004	28.1%
N	41657	27.9%
S	10555	7.1%
t	10555	7.1%
e	10555	7.1%
a	10555	7.1%
d	10555	7.1%
y	10555	7.1%
U	657	0.4%
p	657	0.4%
D	347	0.2%
w	347	0.2%
n	347	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	96130	64.4%
Uppercase Letter	53216	35.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	41657	78.3%
S	10555	19.8%
U	657	1.2%
D	347	0.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	42004	43.7%
t	10555	11.0%
e	10555	11.0%
a	10555	11.0%
d	10555	11.0%
y	10555	11.0%
p	657	0.7%
w	347	0.4%
n	347	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	149346	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	42004	28.1%
N	41657	27.9%
S	10555	7.1%
t	10555	7.1%
e	10555	7.1%
a	10555	7.1%
d	10555	7.1%
y	10555	7.1%
U	657	0.4%
p	657	0.4%
D	347	0.2%
w	347	0.2%
n	347	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	149346	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	42004	28.1%
N	41657	27.9%
S	10555	7.1%
t	10555	7.1%
e	10555	7.1%
a	10555	7.1%
d	10555	7.1%
y	10555	7.1%
U	657	0.4%
p	657	0.4%
D	347	0.2%
w	347	0.2%
n	347	0.2%

repaglinide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	52575
Steady	565
Up	53
Down	23

Value	Count	Frequency (%)
No	52575	98.8%
Steady	565	1.1%
Up	53	0.1%
Down	23	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.043332832
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	52598	48.4%
N	52575	48.4%
S	565	0.5%
t	565	0.5%
e	565	0.5%
a	565	0.5%
d	565	0.5%
y	565	0.5%
U	53	< 0.1%
p	53	< 0.1%
D	23	< 0.1%
w	23	< 0.1%
n	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55522	51.1%
Uppercase Letter	53216	48.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	52575	98.8%
S	565	1.1%
U	53	0.1%
D	23	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	52598	94.7%
t	565	1.0%
e	565	1.0%
a	565	1.0%
d	565	1.0%
y	565	1.0%
p	53	0.1%
w	23	< 0.1%
n	23	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	108738	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	52598	48.4%
N	52575	48.4%
S	565	0.5%
t	565	0.5%
e	565	0.5%
a	565	0.5%
d	565	0.5%
y	565	0.5%
U	53	< 0.1%
p	53	< 0.1%
D	23	< 0.1%
w	23	< 0.1%
n	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	108738	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	52598	48.4%
N	52575	48.4%
S	565	0.5%
t	565	0.5%
e	565	0.5%
a	565	0.5%
d	565	0.5%
y	565	0.5%
U	53	< 0.1%
p	53	< 0.1%
D	23	< 0.1%
w	23	< 0.1%
n	23	< 0.1%

nateglinide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	52846
Steady	350
Up	14
Down	6

Value	Count	Frequency (%)
No	52846	99.3%
Steady	350	0.7%
Up	14	< 0.1%
Down	6	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.026533373
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	52852	49.0%
N	52846	49.0%
S	350	0.3%
t	350	0.3%
e	350	0.3%
a	350	0.3%
d	350	0.3%
y	350	0.3%
U	14	< 0.1%
p	14	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	54628	50.7%
Uppercase Letter	53216	49.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	52846	99.3%
S	350	0.7%
U	14	< 0.1%
D	6	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	52852	96.7%
t	350	0.6%
e	350	0.6%
a	350	0.6%
d	350	0.6%
y	350	0.6%
p	14	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	107844	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	52852	49.0%
N	52846	49.0%
S	350	0.3%
t	350	0.3%
e	350	0.3%
a	350	0.3%
d	350	0.3%
y	350	0.3%
U	14	< 0.1%
p	14	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	107844	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	52852	49.0%
N	52846	49.0%
S	350	0.3%
t	350	0.3%
e	350	0.3%
a	350	0.3%
d	350	0.3%
y	350	0.3%
U	14	< 0.1%
p	14	< 0.1%
D	6	< 0.1%
w	6	< 0.1%
n	6	< 0.1%

chlorpropamide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53159
Steady	53
Up	3
Down	1

Value	Count	Frequency (%)
No	53159	99.9%
Steady	53	0.1%
Up	3	< 0.1%
Down	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.004021347
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	53160	49.8%
N	53159	49.8%
S	53	< 0.1%
t	53	< 0.1%
e	53	< 0.1%
a	53	< 0.1%
d	53	< 0.1%
y	53	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53430	50.1%
Uppercase Letter	53216	49.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53159	99.9%
S	53	0.1%
U	3	< 0.1%
D	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53160	99.5%
t	53	0.1%
e	53	0.1%
a	53	0.1%
d	53	0.1%
y	53	0.1%
p	3	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106646	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	53160	49.8%
N	53159	49.8%
S	53	< 0.1%
t	53	< 0.1%
e	53	< 0.1%
a	53	< 0.1%
d	53	< 0.1%
y	53	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106646	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	53160	49.8%
N	53159	49.8%
S	53	< 0.1%
t	53	< 0.1%
e	53	< 0.1%
a	53	< 0.1%
d	53	< 0.1%
y	53	< 0.1%
U	3	< 0.1%
p	3	< 0.1%
D	1	< 0.1%
w	1	< 0.1%
n	1	< 0.1%

glimepiride
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	50383
Steady	2551
Up	181
Down	101

Value	Count	Frequency (%)
No	50383	94.7%
Steady	2551	4.8%
Up	181	0.3%
Down	101	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.195542694
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	50484	43.2%
N	50383	43.1%
S	2551	2.2%
t	2551	2.2%
e	2551	2.2%
a	2551	2.2%
d	2551	2.2%
y	2551	2.2%
U	181	0.2%
p	181	0.2%
D	101	0.1%
w	101	0.1%
n	101	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	63622	54.5%
Uppercase Letter	53216	45.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	50383	94.7%
S	2551	4.8%
U	181	0.3%
D	101	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	50484	79.3%
t	2551	4.0%
e	2551	4.0%
a	2551	4.0%
d	2551	4.0%
y	2551	4.0%
p	181	0.3%
w	101	0.2%
n	101	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	116838	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	50484	43.2%
N	50383	43.1%
S	2551	2.2%
t	2551	2.2%
e	2551	2.2%
a	2551	2.2%
d	2551	2.2%
y	2551	2.2%
U	181	0.2%
p	181	0.2%
D	101	0.1%
w	101	0.1%
n	101	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	116838	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	50484	43.2%
N	50383	43.1%
S	2551	2.2%
t	2551	2.2%
e	2551	2.2%
a	2551	2.2%
d	2551	2.2%
y	2551	2.2%
U	181	0.2%
p	181	0.2%
D	101	0.1%
w	101	0.1%
n	101	0.1%

acetohexamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53215
Steady	1

Value	Count	Frequency (%)
No	53215	> 99.9%
Steady	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000075165
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53220	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53215	> 99.9%
S	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53215	> 99.9%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106436	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106436	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

glipizide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	46510
Steady	6021
Up	438
Down	247

Value	Count	Frequency (%)
No	46510	87.4%
Steady	6021	11.3%
Up	438	0.8%
Down	247	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.461853578
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	46757	35.7%
N	46510	35.5%
S	6021	4.6%
t	6021	4.6%
e	6021	4.6%
a	6021	4.6%
d	6021	4.6%
y	6021	4.6%
U	438	0.3%
p	438	0.3%
D	247	0.2%
w	247	0.2%
n	247	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77794	59.4%
Uppercase Letter	53216	40.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	46510	87.4%
S	6021	11.3%
U	438	0.8%
D	247	0.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	46757	60.1%
t	6021	7.7%
e	6021	7.7%
a	6021	7.7%
d	6021	7.7%
y	6021	7.7%
p	438	0.6%
w	247	0.3%
n	247	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	131010	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	46757	35.7%
N	46510	35.5%
S	6021	4.6%
t	6021	4.6%
e	6021	4.6%
a	6021	4.6%
d	6021	4.6%
y	6021	4.6%
U	438	0.3%
p	438	0.3%
D	247	0.2%
w	247	0.2%
n	247	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	131010	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	46757	35.7%
N	46510	35.5%
S	6021	4.6%
t	6021	4.6%
e	6021	4.6%
a	6021	4.6%
d	6021	4.6%
y	6021	4.6%
U	438	0.3%
p	438	0.3%
D	247	0.2%
w	247	0.2%
n	247	0.2%

glyburide
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	47401
Steady	5044
Up	463
Down	308

Value	Count	Frequency (%)
No	47401	89.1%
Steady	5044	9.5%
Up	463	0.9%
Down	308	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.390709561
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	47709	37.5%
N	47401	37.3%
S	5044	4.0%
t	5044	4.0%
e	5044	4.0%
a	5044	4.0%
d	5044	4.0%
y	5044	4.0%
U	463	0.4%
p	463	0.4%
D	308	0.2%
w	308	0.2%
n	308	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	74008	58.2%
Uppercase Letter	53216	41.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	47401	89.1%
S	5044	9.5%
U	463	0.9%
D	308	0.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	47709	64.5%
t	5044	6.8%
e	5044	6.8%
a	5044	6.8%
d	5044	6.8%
y	5044	6.8%
p	463	0.6%
w	308	0.4%
n	308	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	127224	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	47709	37.5%
N	47401	37.3%
S	5044	4.0%
t	5044	4.0%
e	5044	4.0%
a	5044	4.0%
d	5044	4.0%
y	5044	4.0%
U	463	0.4%
p	463	0.4%
D	308	0.2%
w	308	0.2%
n	308	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	127224	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	47709	37.5%
N	47401	37.3%
S	5044	4.0%
t	5044	4.0%
e	5044	4.0%
a	5044	4.0%
d	5044	4.0%
y	5044	4.0%
U	463	0.4%
p	463	0.4%
D	308	0.2%
w	308	0.2%
n	308	0.2%

tolbutamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53201
Steady	15

Value	Count	Frequency (%)
No	53201	> 99.9%
Steady	15	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.00112748
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53201	50.0%
o	53201	50.0%
S	15	< 0.1%
t	15	< 0.1%
e	15	< 0.1%
a	15	< 0.1%
d	15	< 0.1%
y	15	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53276	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53201	> 99.9%
S	15	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53201	99.9%
t	15	< 0.1%
e	15	< 0.1%
a	15	< 0.1%
d	15	< 0.1%
y	15	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106492	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53201	50.0%
o	53201	50.0%
S	15	< 0.1%
t	15	< 0.1%
e	15	< 0.1%
a	15	< 0.1%
d	15	< 0.1%
y	15	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106492	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53201	50.0%
o	53201	50.0%
S	15	< 0.1%
t	15	< 0.1%
e	15	< 0.1%
a	15	< 0.1%
d	15	< 0.1%
y	15	< 0.1%

pioglitazone
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	49215
Steady	3805
Up	135
Down	61

Value	Count	Frequency (%)
No	49215	92.5%
Steady	3805	7.2%
Up	135	0.3%
Down	61	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.288296753
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	49276	40.5%
N	49215	40.4%
S	3805	3.1%
t	3805	3.1%
e	3805	3.1%
a	3805	3.1%
d	3805	3.1%
y	3805	3.1%
U	135	0.1%
p	135	0.1%
D	61	0.1%
w	61	0.1%
n	61	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68558	56.3%
Uppercase Letter	53216	43.7%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	49215	92.5%
S	3805	7.2%
U	135	0.3%
D	61	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	49276	71.9%
t	3805	5.6%
e	3805	5.6%
a	3805	5.6%
d	3805	5.6%
y	3805	5.6%
p	135	0.2%
w	61	0.1%
n	61	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	121774	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	49276	40.5%
N	49215	40.4%
S	3805	3.1%
t	3805	3.1%
e	3805	3.1%
a	3805	3.1%
d	3805	3.1%
y	3805	3.1%
U	135	0.1%
p	135	0.1%
D	61	0.1%
w	61	0.1%
n	61	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121774	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	49276	40.5%
N	49215	40.4%
S	3805	3.1%
t	3805	3.1%
e	3805	3.1%
a	3805	3.1%
d	3805	3.1%
y	3805	3.1%
U	135	0.1%
p	135	0.1%
D	61	0.1%
w	61	0.1%
n	61	0.1%

rosiglitazone
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	49765
Steady	3291
Up	100
Down	60

Value	Count	Frequency (%)
No	49765	93.5%
Steady	3291	6.2%
Up	100	0.2%
Down	60	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.249624173
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	49825	41.6%
N	49765	41.6%
S	3291	2.7%
t	3291	2.7%
e	3291	2.7%
a	3291	2.7%
d	3291	2.7%
y	3291	2.7%
U	100	0.1%
p	100	0.1%
D	60	0.1%
w	60	0.1%
n	60	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	66500	55.5%
Uppercase Letter	53216	44.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	49765	93.5%
S	3291	6.2%
U	100	0.2%
D	60	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	49825	74.9%
t	3291	4.9%
e	3291	4.9%
a	3291	4.9%
d	3291	4.9%
y	3291	4.9%
p	100	0.2%
w	60	0.1%
n	60	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	119716	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	49825	41.6%
N	49765	41.6%
S	3291	2.7%
t	3291	2.7%
e	3291	2.7%
a	3291	2.7%
d	3291	2.7%
y	3291	2.7%
U	100	0.1%
p	100	0.1%
D	60	0.1%
w	60	0.1%
n	60	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119716	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	49825	41.6%
N	49765	41.6%
S	3291	2.7%
t	3291	2.7%
e	3291	2.7%
a	3291	2.7%
d	3291	2.7%
y	3291	2.7%
U	100	0.1%
p	100	0.1%
D	60	0.1%
w	60	0.1%
n	60	0.1%

acarbose
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53077
Steady	132
Up	7

Value	Count	Frequency (%)
No	53077	99.7%
Steady	132	0.2%
Up	7	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.009921828
Min length	2

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53077	49.6%
o	53077	49.6%
S	132	0.1%
t	132	0.1%
e	132	0.1%
a	132	0.1%
d	132	0.1%
y	132	0.1%
U	7	< 0.1%
p	7	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53744	50.2%
Uppercase Letter	53216	49.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53077	99.7%
S	132	0.2%
U	7	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53077	98.8%
t	132	0.2%
e	132	0.2%
a	132	0.2%
d	132	0.2%
y	132	0.2%
p	7	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106960	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53077	49.6%
o	53077	49.6%
S	132	0.1%
t	132	0.1%
e	132	0.1%
a	132	0.1%
d	132	0.1%
y	132	0.1%
U	7	< 0.1%
p	7	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106960	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53077	49.6%
o	53077	49.6%
S	132	0.1%
t	132	0.1%
e	132	0.1%
a	132	0.1%
d	132	0.1%
y	132	0.1%
U	7	< 0.1%
p	7	< 0.1%

miglitol
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53206
Steady	10

Value	Count	Frequency (%)
No	53206	> 99.9%
Steady	10	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000751654
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53206	50.0%
o	53206	50.0%
S	10	< 0.1%
t	10	< 0.1%
e	10	< 0.1%
a	10	< 0.1%
d	10	< 0.1%
y	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53256	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53206	> 99.9%
S	10	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53206	99.9%
t	10	< 0.1%
e	10	< 0.1%
a	10	< 0.1%
d	10	< 0.1%
y	10	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106472	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53206	50.0%
o	53206	50.0%
S	10	< 0.1%
t	10	< 0.1%
e	10	< 0.1%
a	10	< 0.1%
d	10	< 0.1%
y	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106472	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53206	50.0%
o	53206	50.0%
S	10	< 0.1%
t	10	< 0.1%
e	10	< 0.1%
a	10	< 0.1%
d	10	< 0.1%
y	10	< 0.1%

troglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53214
Steady	2

Value	Count	Frequency (%)
No	53214	> 99.9%
Steady	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000150331
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53224	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53214	> 99.9%
S	2	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53214	> 99.9%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106440	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106440	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

tolazamide
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53192
Steady	24

Value	Count	Frequency (%)
No	53192	> 99.9%
Steady	24	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.001803969
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53192	49.9%
o	53192	49.9%
S	24	< 0.1%
t	24	< 0.1%
e	24	< 0.1%
a	24	< 0.1%
d	24	< 0.1%
y	24	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53312	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53192	> 99.9%
S	24	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53192	99.8%
t	24	< 0.1%
e	24	< 0.1%
a	24	< 0.1%
d	24	< 0.1%
y	24	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106528	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53192	49.9%
o	53192	49.9%
S	24	< 0.1%
t	24	< 0.1%
e	24	< 0.1%
a	24	< 0.1%
d	24	< 0.1%
y	24	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106528	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53192	49.9%
o	53192	49.9%
S	24	< 0.1%
t	24	< 0.1%
e	24	< 0.1%
a	24	< 0.1%
d	24	< 0.1%
y	24	< 0.1%

insulin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	26502
Steady	16690
Down	5207
Up	4817

Value	Count	Frequency (%)
No	26502	49.8%
Steady	16690	31.4%
Down	5207	9.8%
Up	4817	9.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	3.450202946
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	31709	17.3%
N	26502	14.4%
S	16690	9.1%
t	16690	9.1%
e	16690	9.1%
a	16690	9.1%
d	16690	9.1%
y	16690	9.1%
D	5207	2.8%
w	5207	2.8%
n	5207	2.8%
U	4817	2.6%
p	4817	2.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	130390	71.0%
Uppercase Letter	53216	29.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	26502	49.8%
S	16690	31.4%
D	5207	9.8%
U	4817	9.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	31709	24.3%
t	16690	12.8%
e	16690	12.8%
a	16690	12.8%
d	16690	12.8%
y	16690	12.8%
w	5207	4.0%
n	5207	4.0%
p	4817	3.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	183606	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	31709	17.3%
N	26502	14.4%
S	16690	9.1%
t	16690	9.1%
e	16690	9.1%
a	16690	9.1%
d	16690	9.1%
y	16690	9.1%
D	5207	2.8%
w	5207	2.8%
n	5207	2.8%
U	4817	2.6%
p	4817	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	183606	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	31709	17.3%
N	26502	14.4%
S	16690	9.1%
t	16690	9.1%
e	16690	9.1%
a	16690	9.1%
d	16690	9.1%
y	16690	9.1%
D	5207	2.8%
w	5207	2.8%
n	5207	2.8%
U	4817	2.6%
p	4817	2.6%

glyburide-metformin
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	52855
Steady	351
Up	7
Down	3

Value	Count	Frequency (%)
No	52855	99.3%
Steady	351	0.7%
Up	7	< 0.1%
Down	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.026495791
Min length	2

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	52858	49.0%
N	52855	49.0%
S	351	0.3%
t	351	0.3%
e	351	0.3%
a	351	0.3%
d	351	0.3%
y	351	0.3%
U	7	< 0.1%
p	7	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	54626	50.7%
Uppercase Letter	53216	49.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	52855	99.3%
S	351	0.7%
U	7	< 0.1%
D	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	52858	96.8%
t	351	0.6%
e	351	0.6%
a	351	0.6%
d	351	0.6%
y	351	0.6%
p	7	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	107842	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	52858	49.0%
N	52855	49.0%
S	351	0.3%
t	351	0.3%
e	351	0.3%
a	351	0.3%
d	351	0.3%
y	351	0.3%
U	7	< 0.1%
p	7	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	107842	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	52858	49.0%
N	52855	49.0%
S	351	0.3%
t	351	0.3%
e	351	0.3%
a	351	0.3%
d	351	0.3%
y	351	0.3%
U	7	< 0.1%
p	7	< 0.1%
D	3	< 0.1%
w	3	< 0.1%
n	3	< 0.1%

glipizide-metformin
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53213
Steady	3

Value	Count	Frequency (%)
No	53213	> 99.9%
Steady	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000225496
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53213	50.0%
o	53213	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53228	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53213	> 99.9%
S	3	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53213	> 99.9%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106444	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53213	50.0%
o	53213	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106444	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53213	50.0%
o	53213	50.0%
S	3	< 0.1%
t	3	< 0.1%
e	3	< 0.1%
a	3	< 0.1%
d	3	< 0.1%
y	3	< 0.1%

glimepiride-pioglitazone
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53216

Value	Count	Frequency (%)
No	53216	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53216	50.0%
o	53216	50.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	53216	50.0%
Lowercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53216	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53216	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106432	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53216	50.0%
o	53216	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106432	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53216	50.0%
o	53216	50.0%

metformin-rosiglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53214
Steady	2

Value	Count	Frequency (%)
No	53214	> 99.9%
Steady	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000150331
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53224	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53214	> 99.9%
S	2	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53214	> 99.9%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106440	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106440	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53214	50.0%
o	53214	50.0%
S	2	< 0.1%
t	2	< 0.1%
e	2	< 0.1%
a	2	< 0.1%
d	2	< 0.1%
y	2	< 0.1%

metformin-pioglitazone
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	53215
Steady	1

Value	Count	Frequency (%)
No	53215	> 99.9%
Steady	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.000075165
Min length	2

Overview of Unicode Properties

Unique unicode characters	8
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53220	50.0%
Uppercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	53215	> 99.9%
S	1	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	53215	> 99.9%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106436	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106436	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	53215	50.0%
o	53215	50.0%
S	1	< 0.1%
t	1	< 0.1%
e	1	< 0.1%
a	1	< 0.1%
d	1	< 0.1%
y	1	< 0.1%

change
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

No	29789
Ch	23427

Value	Count	Frequency (%)
No	29789	56.0%
Ch	23427	44.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	29789	28.0%
o	29789	28.0%
C	23427	22.0%
h	23427	22.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	53216	50.0%
Lowercase Letter	53216	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	29789	56.0%
C	23427	44.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	29789	56.0%
h	23427	44.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106432	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
N	29789	28.0%
o	29789	28.0%
C	23427	22.0%
h	23427	22.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106432	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	29789	28.0%
o	29789	28.0%
C	23427	22.0%
h	23427	22.0%

diabetesMed
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

Yes	39997
No	13219

Common Values
Chart

Value	Count	Frequency (%)
Yes	39997	75.2%
No	13219	24.8%

readmitted
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	415.9 KiB

NO	41195
>30	9868
<30	2153

Value	Count	Frequency (%)
NO	41195	77.4%
>30	9868	18.5%
<30	2153	4.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.22589071
Min length	2

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
N	41195	34.8%
O	41195	34.8%
3	12021	10.1%
0	12021	10.1%
>	9868	8.3%
<	2153	1.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	82390	69.6%
Decimal Number	24042	20.3%
Math Symbol	12021	10.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
N	41195	50.0%
O	41195	50.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
>	9868	82.1%
<	2153	17.9%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	12021	50.0%
0	12021	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	82390	69.6%
Common	36063	30.4%

Most frequent Latin characters

Value	Count	Frequency (%)
N	41195	50.0%
O	41195	50.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	12021	33.3%
0	12021	33.3%
>	9868	27.4%
<	2153	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118453	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
N	41195	34.8%
O	41195	34.8%
3	12021	10.1%
0	12021	10.1%
>	9868	8.3%
<	2153	1.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	race	gender	age	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_inpatient	diag_1	diag_2	diag_3	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted
0	Caucasian	Female	[0-10)	6	25	1	1	Pediatrics-Endocrinology	41	0	1	0	0	250.83	250.83	250.83	1	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	NO
1	Caucasian	Female	[10-20)	1	1	7	3	Unknow	59	0	18	0	0	276	250.01	255	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	>30
2	AfricanAmerican	Female	[20-30)	1	1	7	2	Unknow	11	5	13	2	1	648	250	V27	6	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	NO
3	Caucasian	Male	[30-40)	1	1	7	2	Unknow	44	1	16	0	0	8	250.43	403	7	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO
4	Caucasian	Male	[40-50)	1	1	7	1	Unknow	51	0	8	0	0	197	157	250	5	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO
5	Caucasian	Male	[50-60)	2	1	2	3	Unknow	31	6	16	0	0	414	411	250	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	>30
6	Caucasian	Male	[60-70)	3	1	2	4	Unknow	70	1	21	0	0	414	411	V45	7	None	None	Steady	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO
7	Caucasian	Male	[70-80)	1	1	7	5	Unknow	73	0	12	0	0	428	492	250	8	None	None	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	>30
8	Caucasian	Female	[80-90)	2	1	4	13	Unknow	68	2	28	0	0	398	427	38	8	None	None	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO
9	Caucasian	Female	[90-100)	3	3	4	12	InternalMedicine	33	3	18	0	0	434	198	486	8	None	None	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO

Last rows

	race	gender	age	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	medical_specialty	num_lab_procedures	num_procedures	num_medications	number_outpatient	number_emergency	number_inpatient	diag_1	diag_2	diag_3	number_diagnoses	max_glu_serum	A1Cresult	metformin	repaglinide	nateglinide	chlorpropamide	glimepiride	acetohexamide	glipizide	glyburide	tolbutamide	pioglitazone	rosiglitazone	acarbose	miglitol	troglitazone	tolazamide	insulin	glyburide-metformin	glipizide-metformin	glimepiride-pioglitazone	metformin-rosiglitazone	metformin-pioglitazone	change	diabetesMed	readmitted
53206	Caucasian	Female	[40-50)	1	4	7	14	Unknow	69	0	16	0	0	0	295	305	250	5	None	>7	Up	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	>30
53207	Caucasian	Female	[70-80)	3	6	1	3	Orthopedics	27	1	29	0	1	0	715	401	250	9	None	Norm	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO
53208	Caucasian	Male	[70-80)	3	6	1	13	Unknow	77	6	65	0	0	0	424	429	486	16	None	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO
53209	Other	Female	[40-50)	3	1	1	3	Unknow	13	1	5	0	0	0	348	784	782	8	None	None	Steady	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	NO
53210	Other	Male	[40-50)	1	1	7	13	Unknow	51	2	13	0	0	0	250.8	730	731	9	None	None	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	NO
53211	Caucasian	Female	[70-80)	1	1	7	9	Unknow	50	2	33	0	0	0	574	574	250.02	9	None	>7	No	No	No	No	No	No	No	Up	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	>30
53212	Other	Female	[40-50)	1	1	7	14	Unknow	73	6	26	0	1	0	592	599	518	9	None	>8	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	>30
53213	Other	Female	[60-70)	1	1	7	2	Unknow	46	6	17	1	1	1	996	585	403	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	>30
53214	Caucasian	Female	[80-90)	1	1	7	5	Unknow	76	1	22	0	1	0	292	8	304	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	NO
53215	Caucasian	Male	[70-80)	1	1	7	6	Unknow	13	3	3	0	0	0	530	530	787	9	None	None	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	NO

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Open Punctuation characters

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Math Symbol characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters